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AI Visibility Scorecard
Coding Horror
blog.codinghorror.com · Technology
Somewhat visible. AI bots can read Coding Horror, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
ChatGPT · Claude
#24,729 of 2,596,770 in Technology for AI visibility
7
/10
AEO Score
About Coding Horror
from our crawl and measurement
"Well, whatever, here's show number two, free to view for everyone.The show is 1h 47m of pure joy end to end." That is how Coding Horror introduces itself. Measured against the twelve signals AI engines rely on, it scores 7.0 out of 10, a strong showing.
Our crawl found structured data on the page (WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
6
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
9
Forum and community discussion.
7
Reddit mentions and discussion.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 7/10, Coding Horror has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Coding Horror
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/blog-codinghorror
Cite this score: Engagemii (2026). "AEO Score for Coding Horror." Retrieved from https://engagemii.com/aeo/brands/blog-codinghorror
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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